Showing ONLY dataset "DataFrame" • SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
(approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
Associations
Showing ONLY dataset "None" • SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
(approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
WAR
MISSING:
195
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_rep
0.98
WAA
0.93
runs_above_avg_adj
0.91
runs_above_avg
0.90
WAR_rep
0.72
IPouts
0.72
ER_lg
0.72
xRA
0.70
xRA_final
0.70
BIP
0.67
IPouts_start
0.67
GS
0.63
BIP_perc
0.63
waa_win_perc
0.61
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.11
stint_ID
0.07
lg_ID
0.03
MOST FREQUENT VALUES
0.04
400
0.8%
0.03
400
0.8%
0.01
391
0.8%
-0.02
390
0.8%
-0.08
353
0.7%
-0.11
348
0.7%
-0.1
348
0.7%
-0.06
340
0.7%
-0.07
334
0.7%
0.02
327
0.7%
-0.01
327
0.7%
0.06
324
0.7%
-0.16
323
0.7%
0.0
316
0.7%
-0.09
313
0.7%
SMALLEST VALUES
-5.46
1
0.0%
-4.68
1
0.0%
-4.36
1
0.0%
-4.23
1
0.0%
-3.98
1
0.0%
-3.95
1
0.0%
-3.93
1
0.0%
-3.85
1
0.0%
-3.73
1
0.0%
-3.64
1
0.0%
-3.51
1
0.0%
-3.43
2
0.0%
-3.35
1
0.0%
-3.33
1
0.0%
-3.31
1
0.0%
LARGEST VALUES
20.48
1
0.0%
19.88
1
0.0%
19.13
1
0.0%
17.68
1
0.0%
16.69
1
0.0%
15.52
1
0.0%
15.07
1
0.0%
14.94
1
0.0%
14.85
1
0.0%
14.7
1
0.0%
14.32
1
0.0%
13.92
1
0.0%
13.89
1
0.0%
13.74
1
0.0%
13.59
1
0.0%
name_common
MISSING:
---
41
0%
-
-
Bob Miller
32
0%
-
-
Mike Stanton
32
0%
-
-
Roberto Hernandez
31
0%
-
-
Dutch Leonard
30
0%
-
-
Bill Lee
29
0%
-
-
Bobo Newsom
29
0%
-
-
Joe Coleman
28
0%
-
-
Tommy John
28
0%
-
-
Jim Kaat
27
0%
-
-
Jamie Moyer
27
0%
-
-
Greg Harris
27
0%
-
-
Nolan Ryan
27
0%
-
-
Steve Carlton
26
0%
-
-
Jesse Orosco
26
0%
-
-
Hoyt Wilhelm
26
0%
-
-
Charlie Hough
26
0%
-
-
Terry Mulholland
26
0%
-
-
Phil Niekro
26
0%
-
-
Bob Smith
26
0%
-
-
David Weathers
25
0%
-
-
Gaylord Perry
25
0%
-
-
Tom Hughes
25
0%
-
-
Greg Maddux
25
0%
-
-
Joe Niekro
25
0%
-
-
Waite Hoyt
25
0%
-
-
Mike Morgan
25
0%
-
-
Danny Darwin
25
0%
-
-
Jerry Reuss
25
0%
-
-
Dennis Eckersley
25
0%
-
-
Don Sutton
24
0%
-
-
Tom Zachary
24
0%
-
-
Bill Swift
24
0%
-
-
Bert Blyleven
24
0%
-
-
Dennis Martinez
24
0%
-
-
Pedro Martinez
24
0%
-
-
Ken Johnson
24
0%
-
-
Rick Honeycutt
24
0%
-
-
Roger Clemens
24
0%
-
-
Randy Johnson
24
0%
-
-
LaTroy Hawkins
24
0%
-
-
David Wells
24
0%
-
-
Jack Quinn
23
0%
-
-
Doyle Alexander
23
0%
-
-
Edwin Jackson
23
0%
-
-
Rich Gossage
23
0%
-
-
Pedro Borbon
23
0%
-
-
Burleigh Grimes
23
0%
-
-
Red Ruffing
23
0%
-
-
Don McMahon
23
0%
-
-
Early Wynn
23
0%
-
-
Curt Simmons
23
0%
-
-
John Candelaria
23
0%
-
-
Kevin Brown
23
0%
-
-
Frank Tanana
23
0%
-
-
Cy Young
23
0%
-
-
Bartolo Colon
23
0%
-
-
Herb Pennock
22
0%
-
-
Gene Garber
22
0%
-
-
Jose Mesa
22
0%
-
-
Tom Seaver
46,188
97%
-
-
(Other)
age
MISSING:
32
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
salary
0.28
G
0.20
year_ID
0.16
GR_leverage_index_avg
0.15
IPouts_relief
0.13
oppRpG
-0.11
waa_win_perc
0.10
waa_win_perc_rep
0.09
pyth_exponent
-0.09
mlb_ID
-0.08
ER_lg
0.07
oppRpG_rep
-0.07
runs_above_rep
0.07
runs_above_avg
0.06
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.16
stint_ID
0.12
lg_ID
0.12
MOST FREQUENT VALUES
26.0
4,761
10.0%
25.0
4,666
9.8%
27.0
4,494
9.4%
24.0
4,071
8.5%
28.0
4,036
8.5%
29.0
3,505
7.4%
23.0
3,142
6.6%
30.0
2,902
6.1%
31.0
2,556
5.4%
22.0
2,261
4.7%
32.0
2,089
4.4%
33.0
1,704
3.6%
21.0
1,355
2.8%
34.0
1,341
2.8%
35.0
1,049
2.2%
SMALLEST VALUES
15.0
1
0.0%
16.0
6
0.0%
17.0
29
0.1%
18.0
111
0.2%
19.0
304
0.6%
20.0
684
1.4%
21.0
1,355
2.8%
22.0
2,261
4.7%
23.0
3,142
6.6%
24.0
4,071
8.5%
25.0
4,666
9.8%
26.0
4,761
10.0%
27.0
4,494
9.4%
28.0
4,036
8.5%
29.0
3,505
7.4%
LARGEST VALUES
58.0
1
0.0%
49.0
3
0.0%
48.0
6
0.0%
47.0
6
0.0%
46.0
13
0.0%
45.0
14
0.0%
44.0
38
0.1%
43.0
50
0.1%
42.0
90
0.2%
41.0
143
0.3%
40.0
188
0.4%
39.0
288
0.6%
38.0
411
0.9%
37.0
576
1.2%
36.0
781
1.6%
mlb_ID
MISSING:
16
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
year_ID
0.59
salary
0.23
waa_win_perc_rep
0.23
BIP
-0.21
RA
-0.19
IPouts
-0.19
BIP_perc
-0.19
WAR_rep
-0.18
xRA
-0.18
xRA_final
-0.18
IPouts_start
-0.17
ER_lg
-0.16
GS
-0.15
GR_leverage_index_avg
-0.13
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.43
lg_ID
0.09
stint_ID
0.01
MOST FREQUENT VALUES
119749.0
29
0.1%
116803.0
28
0.1%
116550.0
28
0.1%
119469.0
27
0.1%
121597.0
27
0.1%
112008.0
27
0.1%
119488.0
26
0.1%
119786.0
26
0.1%
120051.0
26
0.1%
124000.0
26
0.1%
124261.0
26
0.1%
116176.0
26
0.1%
123006.0
25
0.1%
119374.0
25
0.1%
120438.0
25
0.1%
SMALLEST VALUES
110003.0
13
0.0%
110006.0
6
0.0%
110007.0
1
0.0%
110009.0
11
0.0%
110012.0
4
0.0%
110013.0
1
0.0%
110015.0
12
0.0%
110016.0
12
0.0%
110017.0
8
0.0%
110019.0
1
0.0%
110020.0
3
0.0%
110021.0
17
0.0%
110022.0
2
0.0%
110024.0
3
0.0%
110027.0
1
0.0%
LARGEST VALUES
677976.0
1
0.0%
676606.0
1
0.0%
675916.0
1
0.0%
673633.0
2
0.0%
673258.0
1
0.0%
672773.0
1
0.0%
672335.0
2
0.0%
671790.0
1
0.0%
670970.0
1
0.0%
670950.0
3
0.0%
670712.0
1
0.0%
670456.0
1
0.0%
670426.0
1
0.0%
670329.0
1
0.0%
670280.0
1
0.0%
player_ID
MISSING:
---
29
0%
-
-
newsobo01
28
0%
-
-
kaatji01
28
0%
-
-
johnto01
27
0%
-
-
carltst01
27
0%
-
-
ryanno01
27
0%
-
-
moyerja01
26
0%
-
-
weathda01
26
0%
-
-
niekrph01
26
0%
-
-
houghch01
26
0%
-
-
mulhote01
26
0%
-
-
oroscje01
26
0%
-
-
wilheho01
25
0%
-
-
hoytwa01
25
0%
-
-
suttodo01
25
0%
-
-
perryga01
25
0%
-
-
eckerde01
25
0%
-
-
maddugr01
25
0%
-
-
reussje01
25
0%
-
-
niekrjo01
25
0%
-
-
morgami01
25
0%
-
-
darwida01
24
0%
-
-
quinnja01
24
0%
-
-
blylebe01
24
0%
-
-
zachato01
24
0%
-
-
clemero02
24
0%
-
-
honeyri01
24
0%
-
-
stantmi02
24
0%
-
-
martide01
24
0%
-
-
wellsda01
24
0%
-
-
johnsra05
24
0%
-
-
hawkila01
23
0%
-
-
wynnea01
23
0%
-
-
grimebu01
23
0%
-
-
simmocu01
23
0%
-
-
candejo01
23
0%
-
-
colonba01
23
0%
-
-
jacksed01
23
0%
-
-
ruffire01
23
0%
-
-
youngcy01
23
0%
-
-
pennohe01
23
0%
-
-
alexado01
23
0%
-
-
tananfr01
23
0%
-
-
gossari01
23
0%
-
-
millebo04
23
0%
-
-
mcmahdo02
22
0%
-
-
rhodear01
22
0%
-
-
garbege01
22
0%
-
-
seaveto01
22
0%
-
-
smoltjo01
22
0%
-
-
jonessa01
22
0%
-
-
sadecra01
22
0%
-
-
spahnwa01
22
0%
-
-
chenbr01
22
0%
-
-
glavito02
22
0%
-
-
mcdanli01
22
0%
-
-
oliveda02
22
0%
-
-
gordoto01
22
0%
-
-
hernali01
22
0%
-
-
pizarju01
22
0%
-
-
mesajo01
46,268
97%
-
-
(Other)
year_ID
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mlb_ID
0.59
waa_win_perc_rep
0.41
salary
0.33
BIP_perc
-0.31
BIP
-0.30
RA
-0.29
oppRpG_rep
-0.29
xRA_final
-0.27
xRA
-0.27
IPouts
-0.25
IPouts_start
-0.23
WAR_rep
-0.23
oppRpG
-0.21
pyth_exponent_rep
-0.20
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.69
lg_ID
0.35
stint_ID
0.02
MOST FREQUENT VALUES
2019
938
2.0%
2018
896
1.9%
2017
841
1.8%
2016
826
1.7%
2015
810
1.7%
2014
748
1.6%
2013
729
1.5%
2009
729
1.5%
2012
723
1.5%
2007
717
1.5%
2011
707
1.5%
2008
701
1.5%
2006
700
1.5%
2010
684
1.4%
2004
681
1.4%
SMALLEST VALUES
1871
19
0.0%
1872
24
0.1%
1873
25
0.1%
1874
18
0.0%
1875
50
0.1%
1876
34
0.1%
1877
19
0.0%
1878
22
0.0%
1879
26
0.1%
1880
34
0.1%
1881
34
0.1%
1882
74
0.2%
1883
93
0.2%
1884
248
0.5%
1885
119
0.2%
LARGEST VALUES
2019
938
2.0%
2018
896
1.9%
2017
841
1.8%
2016
826
1.7%
2015
810
1.7%
2014
748
1.6%
2013
729
1.5%
2012
723
1.5%
2011
707
1.5%
2010
684
1.4%
2009
729
1.5%
2008
701
1.5%
2007
717
1.5%
2006
700
1.5%
2005
653
1.4%
team_ID
MISSING:
---
TOP CATEGORIES
WAR (avg)
PHI
2,226
5%
0.714
STL
2,209
5%
0.788
PIT
2,170
5%
0.770
CHC
2,162
5%
0.922
CIN
2,145
4%
0.796
CLE
2,093
4%
0.827
BOS
2,032
4%
0.933
DET
1,961
4%
0.772
NYY
1,951
4%
0.932
CHW
1,931
4%
0.935
BAL
1,356
3%
0.669
NYM
1,159
2%
0.699
LAD
1,123
2%
0.961
SFG
1,118
2%
0.675
ATL
1,105
2%
0.731
HOU
1,096
2%
0.674
MIN
1,091
2%
0.757
(Other)
18,779
39%
0.705
ALL
47,707
100%
0.768
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
team_ID
PROVIDES INFORMATION ON...
lg_ID
0.90
stint_ID
0.01
THESE FEATURES GIVE INFORMATION
ON team_ID:
lg_ID
0.20
stint_ID
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
CORRELATION RATIO WITH...
year_ID
0.69
PPF
0.65
PPF_custom
0.60
teamRpG
0.45
RpO_replacement
0.45
oppRpG_rep
0.45
mlb_ID
0.43
oppRpG
0.35
BIP_perc
0.31
RS_def_total
0.29
pyth_exponent_rep
0.28
waa_win_perc_rep
0.27
RA
0.24
xRA_def_pitcher
0.24
stint_ID
MISSING:
---
TOP CATEGORIES
WAR (avg)
1
43,970
92%
0.804
2
3,567
7%
0.341
3
163
0%
0.193
4
6
0%
-0.070
5
1
0%
0.410
ALL
47,707
100%
0.768
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
stint_ID
PROVIDES INFORMATION ON...
lg_ID
0.00
team_ID
0.00
THESE FEATURES GIVE INFORMATION
ON stint_ID:
team_ID
0.01
lg_ID
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
CORRELATION RATIO WITH...
G
0.13
WAR_rep
0.13
ER_lg
0.13
IPouts
0.13
BIP
0.12
age
0.12
xRA
0.12
RA
0.12
xRA_final
0.12
BIP_perc
0.11
GS
0.11
IPouts_start
0.10
pyth_exponent_rep
0.08
runs_above_rep
0.08
lg_ID
MISSING:
136
(0%)
TOP CATEGORIES
WAR (avg)
NL
24,136
51%
0.76
AL
22,426
47%
0.77
AA
669
1%
0.82
FL
173
0%
0.58
UA
108
0%
-0.00
PL
59
0%
1.09
ALL
47,571
100%
0.77
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
lg_ID
PROVIDES INFORMATION ON...
team_ID
0.20
stint_ID
0.00
THESE FEATURES GIVE INFORMATION
ON lg_ID:
team_ID
0.90
stint_ID
0.00
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)